The Epistemic Uncertainty Hole: an issue of Bayesian Neural Networks

Mohammed Fellaji, Frédéric Pennerath

Bayesian Deep Learning (BDL) gives access not only to aleatoric uncertainty, as standard neural networks already do, but also to epistemic uncertainty, a measure of confidence a mo…